Deep Learning Summer School, Montreal 2015
30 Lectures · Aug 2, 2015
About
Deep neural networks that learn to represent data in multiple layers of increasing abstraction have dramatically improved the state-of-the-art for speech recognition, object recognition, object detection, predicting the activity of drug molecules, and many other tasks. Deep learning discovers intricate structure in large datasets by building distributed representations, either via supervised, unsupervised or reinforcement learning.
The Deep Learning Summer School 2015 is aimed at graduate students and industrial engineers and researchers who already have some basic knowledge of machine learning (and possibly but not necessarily of deep learning) and wish to learn more about this rapidly growing field of research.
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Uploaded videos:
Introduction to Machine Learning
Sep 13, 2015
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83706 Views
Deep Learning:Theoretical Motivations
Sep 13, 2015
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88381 Views
Multilayer Neural Networks
Sep 13, 2015
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Training Deep Neural Networks
Sep 13, 2015
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24278 Views
Multilayer Neural Networks
Sep 13, 2015
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10724 Views
Deep Learning for Distribution Estimation
Sep 13, 2015
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14101 Views
Undirected Graphical Models
Sep 13, 2015
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11593 Views
Stacks of Restricted Boltzmann Machines
Sep 13, 2015
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10463 Views
On manifolds and autoencoders
Sep 13, 2015
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13582 Views
Visual features: From Fourier to Gabor
Sep 13, 2015
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7730 Views
Convolutional Networks
Sep 13, 2015
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16907 Views
Learning to Compare
Sep 13, 2015
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7188 Views
NLP and Deep Learning 1: Human Language & Word Vectors
Sep 13, 2015
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19347 Views
Seeing People with Deep Learning
Sep 13, 2015
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6320 Views
NLP and Deep Learning 2: Compositional Deep Learning
Sep 13, 2015
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8986 Views
Deep Learning
Sep 13, 2015
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32927 Views
Speech Recognition and Deep Learning
Sep 13, 2015
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9335 Views
Deep Learning 2
Sep 13, 2015
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12128 Views
Tutorial on Neural Network Optimization Problems
Sep 13, 2015
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23365 Views
Deep Learning (hopefully faster)
Sep 13, 2015
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7057 Views
Adversarial Examples
Sep 13, 2015
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10916 Views
From Language Modelling to Machine Translation
Sep 13, 2015
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6987 Views
Deep NLP Recurrent Neural Networks
Sep 13, 2015
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11796 Views
Memory, Reading, and Comprehension
Sep 13, 2015
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7220 Views
Deep NLP Applications and Dynamic Memory Networks
Sep 13, 2015
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9858 Views
Smooth, Finite, and Convex Optimization Deep Learning Summer School
Sep 13, 2015
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7656 Views
Visual features II
Sep 13, 2015
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4332 Views
Non Smooth, Non Finite, and Non Convex Optimization
Sep 13, 2015
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7544 Views
Variational Autoencoder and Extensions
Sep 13, 2015
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18566 Views
Deep Generative Models
Sep 13, 2015
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20155 Views